{
 "cells": [
  {
   "cell_type": "markdown",
   "source": [
    "## Matplotlib 绘制多图\n",
    "### 绘制多个图表\n",
    "使用 subplots() 函数在一个图形中进行多个绘图"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 2 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制两个图表\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "# plot 1\n",
    "x = np.arange(1, 10)\n",
    "y = x**2\n",
    "plt.subplot(1, 2, 1)\n",
    "plt.plot(x, y)\n",
    "\n",
    "# plot 2\n",
    "x = np.arange(-10, 10, 0.2)\n",
    "y = np.tanh(x)\n",
    "plt.subplot(1, 2, 2)\n",
    "plt.plot(x, y)\n",
    "\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### subplot()函数\n",
    "* subplots() 函数采用三个参数来指定图形的布局\n",
    "* 按行和列来进行布局，由 第一 和 第二 个参数表示\n",
    "* 第三个参数表示当前绘图的索引"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 6 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制多个图形\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "x = np.array([0, 1, 2, 3])\n",
    "y = np.array([3, 8, 1, 10])\n",
    "plt.subplot(2, 3, 1)\n",
    "plt.plot(x,y)\n",
    "x = np.array([0, 1, 2, 3])\n",
    "y = np.array([10, 20, 30, 40])\n",
    "plt.subplot(2, 3, 2)\n",
    "plt.plot(x,y)\n",
    "x = np.array([0, 1, 2, 3])\n",
    "y = np.array([3, 8, 1, 10])\n",
    "plt.subplot(2, 3, 3)\n",
    "plt.plot(x,y)\n",
    "x = np.array([0, 1, 2, 3])\n",
    "y = np.array([10, 20, 30, 40])\n",
    "plt.subplot(2, 3, 4)\n",
    "plt.plot(x,y)\n",
    "x = np.array([0, 1, 2, 3])\n",
    "y = np.array([3, 8, 1, 10])\n",
    "plt.subplot(2, 3, 5)\n",
    "plt.plot(x,y)\n",
    "x = np.array([0, 1, 2, 3])\n",
    "y = np.array([10, 20, 30, 40])\n",
    "plt.subplot(2, 3, 6)\n",
    "plt.plot(x,y)\n",
    "\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### 标题\n",
    "使用 title() 函数为每个绘图添加标题"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 2 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "# plot 1\n",
    "x = np.arange(1, 10)\n",
    "y = x**2\n",
    "plt.subplot(1, 2, 1)\n",
    "plt.plot(x, y)\n",
    "plt.title('x**2')\n",
    "\n",
    "# plot 2\n",
    "x = np.arange(-10, 10, 0.2)\n",
    "y = np.tanh(x)\n",
    "plt.subplot(1, 2, 2)\n",
    "plt.plot(x, y)\n",
    "plt.title('tanh(x)')\n",
    "\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### 超级标题\n",
    "使用 suptitle() 函数来为整个图形添加一个标题"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 2 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "# plot 1\n",
    "x = np.arange(1, 10)\n",
    "y = x**2\n",
    "plt.subplot(1, 2, 1)\n",
    "plt.plot(x, y)\n",
    "plt.title('x**2')\n",
    "\n",
    "# plot 2\n",
    "x = np.arange(-10, 10, 0.2)\n",
    "y = np.tanh(x)\n",
    "plt.subplot(1, 2, 2)\n",
    "plt.plot(x, y)\n",
    "plt.title('tanh(x)')\n",
    "\n",
    "plt.suptitle(\"MY SHOP\")\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}